{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visual Place Recognition: A Tutorial\n",
    "This notebook shows a practical code example in Python that illustrates to prospective practitioners and researchers how VPR is implemented and evaluated. The example implements a basic VPR pipeline with the key steps and components that are part of most VPR pipelines.\n",
    "\n",
    "For details or if you use our work for your academic research, please refer to the following paper:\n",
    "```bibtex\n",
    "@article{SchubertVisual,\n",
    "    title={Visual Place Recognition: A Tutorial},\n",
    "    author={Stefan Schubert and Peer Neubert and Sourav Garg and Michael Milford and Tobias Fischer},\n",
    "    journal={arXiv 2303.03281},\n",
    "    year={2023},\n",
    "}\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports\n",
    "Import the required libraries and functions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import argparse\n",
    "import configparser\n",
    "import os\n",
    "\n",
    "from evaluation.metrics import createPR, recallAt100precision, recallAtK\n",
    "from evaluation import show_correct_and_wrong_matches\n",
    "from matching import matching\n",
    "from datasets.load_dataset import GardensPointDataset, StLuciaDataset, SFUDataset\n",
    "import numpy as np\n",
    "\n",
    "import ipywidgets as widgets\n",
    "from ipywidgets import interact, interact_manual, interactive\n",
    "from IPython.display import display\n",
    "\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load dataset\n",
    "In this example, the input to a VPR algorithm are two image sets: the database DB and query Q (i.e., multi-set VPR). For later evaluation, we also load ground-truth information about correspondences. This ground truth only serves for evaluation and will neither be available nor required when deploying the algorithm.\n",
    "\n",
    "For demonstration, the relatively small *GardensPoint Walking* dataset with 200 images per image set, a subset of the *StLucia* dataset with 200 images can be loaded, or the 385-images dataset SFU Mountain."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='Dataset', options=('GardensPoint', 'StLucia', 'SFU'), value='Garde…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Widget for selecting a dataset\n",
    "def select_dataset(Dataset=['GardensPoint', 'StLucia', 'SFU']):\n",
    "    return Dataset\n",
    "ds = interactive(select_dataset)\n",
    "display(ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Load dataset GardensPoint day_right--night_right\n"
     ]
    }
   ],
   "source": [
    "# load dataset with ground truth\n",
    "dataset_name = ds.result\n",
    "if dataset_name == 'GardensPoint':\n",
    "    dataset = GardensPointDataset()\n",
    "elif dataset_name == 'StLucia':\n",
    "    dataset = StLuciaDataset()\n",
    "elif dataset_name == 'SFU':\n",
    "    dataset = SFUDataset()\n",
    "imgs_db, imgs_q, GThard, GTsoft = dataset.load()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Descriptor computation\n",
    "The main source of information about image correspondences are image descriptors. Local descriptors like DELF provide information for multiple regions of interest but are computationally expensive to compare. Holistic image descriptors reduce the computational complexity, but often have slightly lower performance. Feature aggregation methods such as HDC can be used to combine the local descriptors of an image in a single holistic descriptor vector.\n",
    "\n",
    "In the following, different holistic or local image descriptor can be selected. HDC-DELF, AlexNet-conv3 and NetVLAD are deep-learning based holistic descriptors. PatchNetVLAD is used as local descriptors in the following, so that it requires the highest runtime for creation and comparison."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "model_id": "09a3126d522f45cb8ea3ebdd97eaf8e1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='Descriptor', options=('HDC-DELF', 'AlexNet-conv3', 'NetVLAD', 'Pat…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Widget for selecting a descriptor\n",
    "def select_descriptor(Descriptor=['HDC-DELF', 'AlexNet-conv3', 'NetVLAD', 'PatchNetVLAD']):\n",
    "    return Descriptor\n",
    "w = interactive(select_descriptor)\n",
    "display(w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Compute HDC-DELF descriptors\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-05-26 09:10:45.384859: I tensorflow/tsl/cuda/cudart_stub.cc:28] Could not find cuda drivers on your machine, GPU will not be used.\n",
      "2023-05-26 09:10:45.430259: I tensorflow/tsl/cuda/cudart_stub.cc:28] Could not find cuda drivers on your machine, GPU will not be used.\n",
      "2023-05-26 09:10:45.431019: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
      "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2023-05-26 09:10:46.116508: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
      "2023-05-26 09:10:49.236621: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'pca_dim' with dtype int32\n",
      "\t [[{{node pca_dim}}]]\n",
      "2023-05-26 09:10:49.239195: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'pca_dim' with dtype int32\n",
      "\t [[{{node pca_dim}}]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Compute reference set descriptors\n"
     ]
    },
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     "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Compute query set descriptors\n"
     ]
    },
    {
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   ],
   "source": [
    "# select descriptor\n",
    "descriptor = w.result\n",
    "print(f'===== Compute {descriptor} descriptors')\n",
    "feature_extractor = None\n",
    "if descriptor == 'HDC-DELF':\n",
    "    from feature_extraction.feature_extractor_holistic import HDCDELF\n",
    "    feature_extractor = HDCDELF()\n",
    "elif descriptor == 'AlexNet-conv3':\n",
    "    from feature_extraction.feature_extractor_holistic import AlexNetConv3Extractor\n",
    "    feature_extractor = AlexNetConv3Extractor()\n",
    "elif descriptor == 'NetVLAD' or descriptor == 'PatchNetVLAD':\n",
    "    from feature_extraction.feature_extractor_patchnetvlad import PatchNetVLADFeatureExtractor\n",
    "    from patchnetvlad.tools import PATCHNETVLAD_ROOT_DIR\n",
    "    if w.result == 'NetVLAD':\n",
    "        configfile = os.path.join(PATCHNETVLAD_ROOT_DIR, 'configs/netvlad_extract.ini')\n",
    "    else:\n",
    "        configfile = os.path.join(PATCHNETVLAD_ROOT_DIR, 'configs/speed.ini')\n",
    "    assert os.path.isfile(configfile)\n",
    "    config = configparser.ConfigParser()\n",
    "    config.read(configfile)\n",
    "    feature_extractor = PatchNetVLADFeatureExtractor(config)\n",
    "\n",
    "# compute holistic descriptors\n",
    "if descriptor != 'PatchNetVLAD':\n",
    "    print('===== Compute reference set descriptors')\n",
    "    db_D_holistic = feature_extractor.compute_features(imgs_db)\n",
    "    print('===== Compute query set descriptors')\n",
    "    q_D_holistic = feature_extractor.compute_features(imgs_q)\n",
    "else:\n",
    "    print('=== WARNING: The PatchNetVLAD code in this repository is not optimised and will be slow and memory consuming.')\n",
    "    print('===== Compute reference set descriptors')\n",
    "    db_D_holistic, db_D_patches = feature_extractor.compute_features(imgs_db)\n",
    "    print('===== Compute query set descriptors')\n",
    "    q_D_holistic, q_D_patches = feature_extractor.compute_features(imgs_q)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Descriptor comparison and similarity matrix S\n",
    "To compare database and query descriptors, we either use the cosine similarity for holistic descriptors (e.g. computed by the inner product of the normalized descriptor vectors), or a more complex algorithmic approach for local descriptors. Although we might not want to compute the full similarity matrix S of all possible pairs in a large scale practical application, it can be useful for visual inspection purposes.\n",
    "\n",
    "In the following, the dense similarity matrix S between all descriptor pair is computed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Compute cosine similarities S\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Similarity matrix S')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# compare all descriptors and compute similarity matrix S\n",
    "print('===== Compute cosine similarities S')\n",
    "if descriptor != 'PatchNetVLAD':\n",
    "    # normalize descriptors and compute S-matrix\n",
    "    db_D_holistic = db_D_holistic / np.linalg.norm(db_D_holistic , axis=1, keepdims=True)\n",
    "    q_D_holistic = q_D_holistic / np.linalg.norm(q_D_holistic , axis=1, keepdims=True)\n",
    "    S = np.matmul(db_D_holistic , q_D_holistic.transpose())\n",
    "else:\n",
    "    S = feature_extractor.local_matcher_from_numpy_single_scale(q_D_patches, db_D_patches)\n",
    "\n",
    "# show similarity matrix S\n",
    "fig = plt.imshow(S)\n",
    "fig.axes.get_xaxis().set_visible(False)\n",
    "fig.axes.get_yaxis().set_visible(False)\n",
    "fig.axes.set_title('Similarity matrix S')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The image shows the similarity matrix $S{\\in}\\mathbb{R}^{|DB|\\times|Q|}$. In the GardensPoint Walking dataset, images with the same ID were recorded at same places, i.e., the i-th database image matches the i-th query image. Therefore, we can observe high similarities along the main diagonal of S."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image matching\n",
    "The output of a VPR pipeline is typically a set of discrete matchings, i.e. pairs of query and database images. To obtain matchings for a query image from the similarity matrix, we can either find the single best matching database image (M1) or try to find all images in the database that show the same place as the query image (M2)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Thresholding S>=thresh')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# best matching per query in S for single-best-match VPR\n",
    "M1 = matching.best_match_per_query(S)\n",
    "\n",
    "# find matches with S>=thresh using an auto-tuned threshold for multi-match VPR\n",
    "M2 = matching.thresholding(S, 'auto')\n",
    "TP = np.argwhere(M2 & GThard)  # true positives\n",
    "FP = np.argwhere(M2 & ~GTsoft)  # false positives\n",
    "\n",
    "# show M's\n",
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(121)\n",
    "ax1.imshow(M1)\n",
    "ax1.axis('off')\n",
    "ax1.set_title('Best match per query')\n",
    "ax2 = fig.add_subplot(122)\n",
    "ax2.imshow(M2)\n",
    "ax2.axis('off')\n",
    "ax2.set_title('Thresholding S>=thresh')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Both matrices $M{\\in}\\mathbb{R}^{|DB|\\times|Q|}$ show the matched images between the database and the query set. Left, only the best match per query was selected, leading to a thin line. Right, all image pairs with a similarity above a threshold were selected, s.t. we can also see multiple or no matches per query image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Examples for correct and wrong matches from S>=thresh')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show correct and wrong image matches\n",
    "show_correct_and_wrong_matches.show(imgs_db, imgs_q, TP, FP)  # show random matches\n",
    "plt.title('Examples for correct and wrong matches from S>=thresh')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The green frame shows a correctly matched image pair, the red frame a wrongly matched image pair."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation\n",
    "To evaluate the quality of a similarity matrix S, we can apply a series of decreasing thresholds $\\theta$ to match more and more image pairs. Combined with ground-truth information, each threshold leads to a different set of true positives, false positives, true negatives and false negatives, which then provides one point on the precision-recall curve.\n",
    "\n",
    "In the following, the precision-recall curve and the area under the precision-recall curve is computed and visualized for *multi-match VPR*, i.e. all matches between each query image and the database have to be identified."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# precision-recall curve\n",
    "P, R = createPR(S, GThard, GTsoft, matching='multi', n_thresh=100)\n",
    "plt.figure()\n",
    "plt.plot(R, P)\n",
    "plt.xlim(0, 1), plt.ylim(0, 1.01)\n",
    "plt.xlabel('Recall')\n",
    "plt.ylabel('Precision')\n",
    "plt.title('Result on GardensPoint day_right--night_right')\n",
    "plt.grid('on')\n",
    "plt.draw()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The graph shows the precision-recall curve. A curve closer to the upper right corner would represent better performance. Precision=1 means that no false positives (FP) were extracted. A recall=1 means that all same places were found."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "===== AUPRC: 0.742\n"
     ]
    }
   ],
   "source": [
    "# area under precision-recall curve (AUPRC)\n",
    "AUPRC = np.trapz(P, R)\n",
    "print(f'\\n===== AUPRC: {AUPRC:.3f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The AUPRC performance ranges between 0 and 1 (higher is better)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "===== R@100P (maximum recall at 100% precision): 0.360\n"
     ]
    }
   ],
   "source": [
    "# maximum recall at 100% precision\n",
    "maxR = recallAt100precision(S, GThard, GTsoft, matching='multi', n_thresh=100)\n",
    "print(f'\\n===== R@100P (maximum recall at 100% precision): {maxR:.3f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The maximum recall at 100% precision ranges between 0 and 1 (higher is better)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "===== recall@K (R@K): R@1: 0.850, R@5: 0.925, R@10: 0.945\n"
     ]
    }
   ],
   "source": [
    "# recall@K\n",
    "Rat1 = recallAtK(S, GThard, K=1)\n",
    "Rat5 = recallAtK(S, GThard, K=5)\n",
    "Rat10 = recallAtK(S, GThard, K=10)\n",
    "print(f'\\n===== recall@K (R@K): R@1: {Rat1:.3f}, R@5: {Rat5:.3f}, R@10: {Rat10:.3f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The recall@K ranges between 0 and 1 (higher is better). The recall@K measures the rate of query images with at least one actually matching database image. Accordingly, the metric gets better with increasing K."
   ]
  }
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